Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 3953 |
| Missing cells | 1047 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 772.2 KiB |
| Average record size in memory | 200.0 B |
Variable types
| Categorical | 15 |
|---|---|
| Numeric | 10 |
Name has a high cardinality: 3682 distinct values | High cardinality |
Email ID has a high cardinality: 3373 distinct values | High cardinality |
Dt_Applied has a high cardinality: 3953 distinct values | High cardinality |
University has a high cardinality: 3140 distinct values | High cardinality |
Zip Code has a high cardinality: 615 distinct values | High cardinality |
Loan Amnt is highly overall correlated with Funded amnt inv and 3 other fields | High correlation |
Funded amnt inv is highly overall correlated with Loan Amnt and 2 other fields | High correlation |
Int Rate is highly overall correlated with TERM and 2 other fields | High correlation |
INSTALLMENT is highly overall correlated with Loan Amnt and 2 other fields | High correlation |
Total Paymnt is highly overall correlated with Loan Amnt and 2 other fields | High correlation |
TERM is highly overall correlated with Loan Amnt and 3 other fields | High correlation |
GRADE is highly overall correlated with Int Rate and 2 other fields | High correlation |
Sub Grade is highly overall correlated with Int Rate and 2 other fields | High correlation |
Pub Rec is highly imbalanced (87.2%) | Imbalance |
Name has 271 (6.9%) missing values | Missing |
Email ID has 580 (14.7%) missing values | Missing |
Gender has 78 (2.0%) missing values | Missing |
University has 118 (3.0%) missing values | Missing |
Name is uniformly distributed | Uniform |
Email ID is uniformly distributed | Uniform |
Dt_Applied is uniformly distributed | Uniform |
University is uniformly distributed | Uniform |
Dt_Applied has unique values | Unique |
Delinq 2Yrs has 3628 (91.8%) zeros | Zeros |
Inq Last 6Mths has 1822 (46.1%) zeros | Zeros |
Revol Bal has 42 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-04 17:17:35.181190 |
|---|---|
| Analysis finished | 2023-02-04 17:17:52.695235 |
| Duration | 17.51 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
Name
Categorical
HIGH CARDINALITY  MISSING  UNIFORM 
| Distinct | 3682 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 271 |
| Missing (%) | 6.9% |
| Memory size | 31.0 KiB |
| Calley Giron | 1 |
|---|---|
| Glynnis Grinyakin | 1 |
| Taddeusz Gingold | 1 |
| Maighdiln Terrelly | 1 |
| Stacee Youtead | 1 |
| Other values (3677) |
Length
| Max length | 23 |
|---|---|
| Median length | 20 |
| Mean length | 14.032863 |
| Min length | 7 |
Characters and Unicode
| Total characters | 51669 |
|---|---|
| Distinct characters | 58 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3682 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Calley Giron |
|---|---|
| 2nd row | Linus Stud |
| 3rd row | Lorelle Ambage |
| 4th row | Anna-diane Larrat |
| 5th row | Gill Ruske |
Common Values
| Value | Count | Frequency (%) |
| Calley Giron | 1 | < 0.1% |
| Glynnis Grinyakin | 1 | < 0.1% |
| Taddeusz Gingold | 1 | < 0.1% |
| Maighdiln Terrelly | 1 | < 0.1% |
| Stacee Youtead | 1 | < 0.1% |
| Hanson McGuire | 1 | < 0.1% |
| Tucky Harty | 1 | < 0.1% |
| Roby Phuprate | 1 | < 0.1% |
| Shel Graver | 1 | < 0.1% |
| Janelle Curtain | 1 | < 0.1% |
| Other values (3672) | 3672 | |
| (Missing) | 271 | 6.9% |
Length
| Value | Count | Frequency (%) |
| de | 20 | 0.3% |
| le | 6 | 0.1% |
| van | 5 | 0.1% |
| dee | 5 | 0.1% |
| imogen | 4 | 0.1% |
| lianna | 4 | 0.1% |
| nichols | 4 | 0.1% |
| harley | 4 | 0.1% |
| salomo | 4 | 0.1% |
| camel | 4 | 0.1% |
| Other values (6460) | 7355 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5280 | 10.2% |
| a | 4505 | 8.7% |
| 3733 | 7.2% | |
| n | 3525 | 6.8% |
| i | 3500 | 6.8% |
| r | 3444 | 6.7% |
| l | 3183 | 6.2% |
| o | 2704 | 5.2% |
| t | 2023 | 3.9% |
| s | 1723 | 3.3% |
| Other values (48) | 18049 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40336 | |
| Uppercase Letter | 7550 | 14.6% |
| Space Separator | 3733 | 7.2% |
| Other Punctuation | 35 | 0.1% |
| Dash Punctuation | 14 | < 0.1% |
| Close Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5280 | |
| a | 4505 | |
| n | 3525 | 8.7% |
| i | 3500 | 8.7% |
| r | 3444 | 8.5% |
| l | 3183 | 7.9% |
| o | 2704 | 6.7% |
| t | 2023 | 5.0% |
| s | 1723 | 4.3% |
| d | 1395 | 3.5% |
| Other values (16) | 9054 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 678 | 9.0% |
| M | 600 | 7.9% |
| B | 596 | 7.9% |
| S | 573 | 7.6% |
| D | 479 | 6.3% |
| A | 451 | 6.0% |
| G | 443 | 5.9% |
| R | 400 | 5.3% |
| L | 395 | 5.2% |
| H | 326 | 4.3% |
| Other values (16) | 2609 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 32 | |
| . | 2 | 5.7% |
| ; | 1 | 2.9% |
Space Separator
| Value | Count | Frequency (%) |
| 3733 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 14 |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 47886 | |
| Common | 3783 | 7.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5280 | 11.0% |
| a | 4505 | 9.4% |
| n | 3525 | 7.4% |
| i | 3500 | 7.3% |
| r | 3444 | 7.2% |
| l | 3183 | 6.6% |
| o | 2704 | 5.6% |
| t | 2023 | 4.2% |
| s | 1723 | 3.6% |
| d | 1395 | 2.9% |
| Other values (42) | 16604 |
Common
| Value | Count | Frequency (%) |
| 3733 | ||
| ' | 32 | 0.8% |
| - | 14 | 0.4% |
| . | 2 | 0.1% |
| ; | 1 | < 0.1% |
| ] | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 51669 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5280 | 10.2% |
| a | 4505 | 8.7% |
| 3733 | 7.2% | |
| n | 3525 | 6.8% |
| i | 3500 | 6.8% |
| r | 3444 | 6.7% |
| l | 3183 | 6.2% |
| o | 2704 | 5.2% |
| t | 2023 | 3.9% |
| s | 1723 | 3.3% |
| Other values (48) | 18049 |
Email ID
Categorical
HIGH CARDINALITY  MISSING  UNIFORM 
| Distinct | 3373 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 580 |
| Missing (%) | 14.7% |
| Memory size | 31.0 KiB |
| cgiron0@ehow.com | 1 |
|---|---|
| ptinerhr@csmonitor.com | 1 |
| lnickolshg@guardian.co.uk | 1 |
| egrestehh@liveinternet.ru | 1 |
| bfarebrotherhi@sun.com | 1 |
| Other values (3368) |
Length
| Max length | 35 |
|---|---|
| Median length | 31 |
| Mean length | 21.833086 |
| Min length | 11 |
Characters and Unicode
| Total characters | 73643 |
|---|---|
| Distinct characters | 39 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3373 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | cgiron0@ehow.com |
|---|---|
| 2nd row | lstud1@washington.edu |
| 3rd row | lambage2@wix.com |
| 4th row | alarrat3@economist.com |
| 5th row | emacfaul5@theatlantic.com |
Common Values
| Value | Count | Frequency (%) |
| cgiron0@ehow.com | 1 | < 0.1% |
| ptinerhr@csmonitor.com | 1 | < 0.1% |
| lnickolshg@guardian.co.uk | 1 | < 0.1% |
| egrestehh@liveinternet.ru | 1 | < 0.1% |
| bfarebrotherhi@sun.com | 1 | < 0.1% |
| fesphj@google.fr | 1 | < 0.1% |
| rstrathearnhk@yahoo.co.jp | 1 | < 0.1% |
| ahanlonhl@hexun.com | 1 | < 0.1% |
| ccarehm@wikia.com | 1 | < 0.1% |
| hsuthernshn@sbwire.com | 1 | < 0.1% |
| Other values (3363) | 3363 | |
| (Missing) | 580 | 14.7% |
Length
| Value | Count | Frequency (%) |
| cgiron0@ehow.com | 1 | < 0.1% |
| jfleetwood1m@google.com | 1 | < 0.1% |
| aalens@slashdot.org | 1 | < 0.1% |
| swoollacottd@geocities.com | 1 | < 0.1% |
| lambage2@wix.com | 1 | < 0.1% |
| alarrat3@economist.com | 1 | < 0.1% |
| emacfaul5@theatlantic.com | 1 | < 0.1% |
| arainard6@virginia.edu | 1 | < 0.1% |
| ehamby7@prnewswire.com | 1 | < 0.1% |
| stoomer8@home.pl | 1 | < 0.1% |
| Other values (3363) | 3363 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 6259 | 8.5% |
| e | 5765 | 7.8% |
| c | 4676 | 6.3% |
| a | 4491 | 6.1% |
| m | 4076 | 5.5% |
| . | 3699 | 5.0% |
| r | 3657 | 5.0% |
| n | 3612 | 4.9% |
| i | 3589 | 4.9% |
| @ | 3373 | 4.6% |
| Other values (29) | 30446 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 64215 | |
| Other Punctuation | 7072 | 9.6% |
| Decimal Number | 2273 | 3.1% |
| Dash Punctuation | 83 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 6259 | 9.7% |
| e | 5765 | 9.0% |
| c | 4676 | 7.3% |
| a | 4491 | 7.0% |
| m | 4076 | 6.3% |
| r | 3657 | 5.7% |
| n | 3612 | 5.6% |
| i | 3589 | 5.6% |
| l | 3340 | 5.2% |
| s | 3154 | 4.9% |
| Other values (16) | 21596 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 265 | |
| 3 | 260 | |
| 1 | 260 | |
| 4 | 243 | |
| 6 | 243 | |
| 8 | 239 | |
| 5 | 227 | |
| 9 | 215 | |
| 7 | 210 | |
| 0 | 111 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3699 | |
| @ | 3373 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 83 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 64215 | |
| Common | 9428 | 12.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 6259 | 9.7% |
| e | 5765 | 9.0% |
| c | 4676 | 7.3% |
| a | 4491 | 7.0% |
| m | 4076 | 6.3% |
| r | 3657 | 5.7% |
| n | 3612 | 5.6% |
| i | 3589 | 5.6% |
| l | 3340 | 5.2% |
| s | 3154 | 4.9% |
| Other values (16) | 21596 |
Common
| Value | Count | Frequency (%) |
| . | 3699 | |
| @ | 3373 | |
| 2 | 265 | 2.8% |
| 3 | 260 | 2.8% |
| 1 | 260 | 2.8% |
| 4 | 243 | 2.6% |
| 6 | 243 | 2.6% |
| 8 | 239 | 2.5% |
| 5 | 227 | 2.4% |
| 9 | 215 | 2.3% |
| Other values (3) | 404 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73643 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 6259 | 8.5% |
| e | 5765 | 7.8% |
| c | 4676 | 6.3% |
| a | 4491 | 6.1% |
| m | 4076 | 5.5% |
| . | 3699 | 5.0% |
| r | 3657 | 5.0% |
| n | 3612 | 4.9% |
| i | 3589 | 4.9% |
| @ | 3373 | 4.6% |
| Other values (29) | 30446 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 78 |
| Missing (%) | 2.0% |
| Memory size | 31.0 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9832258 |
| Min length | 4 |
Characters and Unicode
| Total characters | 19310 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 1970 | |
| Female | 1905 | |
| (Missing) | 78 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 1970 | |
| female | 1905 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5780 | |
| a | 3875 | |
| l | 3875 | |
| M | 1970 | 10.2% |
| F | 1905 | 9.9% |
| m | 1905 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15435 | |
| Uppercase Letter | 3875 | 20.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5780 | |
| a | 3875 | |
| l | 3875 | |
| m | 1905 | 12.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1970 | |
| F | 1905 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19310 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5780 | |
| a | 3875 | |
| l | 3875 | |
| M | 1970 | 10.2% |
| F | 1905 | 9.9% |
| m | 1905 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19310 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5780 | |
| a | 3875 | |
| l | 3875 | |
| M | 1970 | 10.2% |
| F | 1905 | 9.9% |
| m | 1905 | 9.9% |
Dt_Applied
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 3953 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| 01/01/81 | 1 |
|---|---|
| 12/03/88 | 1 |
| 14/03/88 | 1 |
| 15/03/88 | 1 |
| 16/03/88 | 1 |
| Other values (3948) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 31624 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3953 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 01/01/81 |
|---|---|
| 2nd row | 02/01/81 |
| 3rd row | 03/01/81 |
| 4th row | 04/01/81 |
| 5th row | 05/01/81 |
Common Values
| Value | Count | Frequency (%) |
| 01/01/81 | 1 | < 0.1% |
| 12/03/88 | 1 | < 0.1% |
| 14/03/88 | 1 | < 0.1% |
| 15/03/88 | 1 | < 0.1% |
| 16/03/88 | 1 | < 0.1% |
| 17/03/88 | 1 | < 0.1% |
| 18/03/88 | 1 | < 0.1% |
| 19/03/88 | 1 | < 0.1% |
| 20/03/88 | 1 | < 0.1% |
| 21/03/88 | 1 | < 0.1% |
| Other values (3943) | 3943 |
Length
| Value | Count | Frequency (%) |
| 01/01/81 | 1 | < 0.1% |
| 31/01/81 | 1 | < 0.1% |
| 30/01/81 | 1 | < 0.1% |
| 03/01/81 | 1 | < 0.1% |
| 04/01/81 | 1 | < 0.1% |
| 05/01/81 | 1 | < 0.1% |
| 06/01/81 | 1 | < 0.1% |
| 07/01/81 | 1 | < 0.1% |
| 08/01/81 | 1 | < 0.1% |
| 09/01/81 | 1 | < 0.1% |
| Other values (3943) | 3943 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 7906 | |
| 0 | 5259 | |
| 8 | 4381 | |
| 1 | 4020 | |
| 2 | 2664 | 8.4% |
| 9 | 1744 | 5.5% |
| 3 | 1288 | 4.1% |
| 5 | 1096 | 3.5% |
| 7 | 1096 | 3.5% |
| 4 | 1085 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23718 | |
| Other Punctuation | 7906 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5259 | |
| 8 | 4381 | |
| 1 | 4020 | |
| 2 | 2664 | |
| 9 | 1744 | 7.4% |
| 3 | 1288 | 5.4% |
| 5 | 1096 | 4.6% |
| 7 | 1096 | 4.6% |
| 4 | 1085 | 4.6% |
| 6 | 1085 | 4.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 7906 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 31624 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| / | 7906 | |
| 0 | 5259 | |
| 8 | 4381 | |
| 1 | 4020 | |
| 2 | 2664 | 8.4% |
| 9 | 1744 | 5.5% |
| 3 | 1288 | 4.1% |
| 5 | 1096 | 3.5% |
| 7 | 1096 | 3.5% |
| 4 | 1085 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 31624 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| / | 7906 | |
| 0 | 5259 | |
| 8 | 4381 | |
| 1 | 4020 | |
| 2 | 2664 | 8.4% |
| 9 | 1744 | 5.5% |
| 3 | 1288 | 4.1% |
| 5 | 1096 | 3.5% |
| 7 | 1096 | 3.5% |
| 4 | 1085 | 3.4% |
University
Categorical
HIGH CARDINALITY  MISSING  UNIFORM 
| Distinct | 3140 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 118 |
| Missing (%) | 3.0% |
| Memory size | 31.0 KiB |
| Abant Izzet Baysal University | 4 |
|---|---|
| Jiangxi University of Traditional Chinese Medicine | 4 |
| Fukuoka Institute of Technology | 4 |
| Tampere Polytechnic | 4 |
| Phillips Graduate Institute | 4 |
| Other values (3135) |
Length
| Max length | 114 |
|---|---|
| Median length | 72 |
| Mean length | 30.491525 |
| Min length | 11 |
Characters and Unicode
| Total characters | 116935 |
|---|---|
| Distinct characters | 98 |
| Distinct categories | 11 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
Unique
| Unique | 2542 ? |
|---|---|
| Unique (%) | 66.3% |
Sample
| 1st row | Warner Southern College |
|---|---|
| 2nd row | Shri Lal Bahadur Shastri Rashtriya Sanskrit Vidyapeetha |
| 3rd row | Technische Universität Bergakademie Freiberg |
| 4th row | Divine Word College of Legazpi |
| 5th row | East China Jiao Tong University |
Common Values
| Value | Count | Frequency (%) |
| Abant Izzet Baysal University | 4 | 0.1% |
| Jiangxi University of Traditional Chinese Medicine | 4 | 0.1% |
| Fukuoka Institute of Technology | 4 | 0.1% |
| Tampere Polytechnic | 4 | 0.1% |
| Phillips Graduate Institute | 4 | 0.1% |
| Stavropol State Technical University | 4 | 0.1% |
| Christchurch Polytechnic Institute of Technology | 4 | 0.1% |
| Universidad Tecnológica de México | 4 | 0.1% |
| Carlow College | 4 | 0.1% |
| Universidad de Congreso | 4 | 0.1% |
| Other values (3130) | 3795 | |
| (Missing) | 118 | 3.0% |
Length
| Value | Count | Frequency (%) |
| university | 2142 | 14.3% |
| of | 1144 | 7.6% |
| college | 544 | 3.6% |
| de | 397 | 2.7% |
| universidad | 307 | 2.0% |
| state | 274 | 1.8% |
| institute | 220 | 1.5% |
| and | 197 | 1.3% |
| technology | 195 | 1.3% |
| 113 | 0.8% | |
| Other values (3562) | 9447 |
Most occurring characters
| Value | Count | Frequency (%) |
| 11198 | 9.6% | |
| i | 10758 | 9.2% |
| e | 10464 | 8.9% |
| n | 8336 | 7.1% |
| a | 7981 | 6.8% |
| t | 6906 | 5.9% |
| r | 6300 | 5.4% |
| o | 6107 | 5.2% |
| s | 5789 | 5.0% |
| l | 4376 | 3.7% |
| Other values (88) | 38720 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 91706 | |
| Uppercase Letter | 13156 | 11.3% |
| Space Separator | 11198 | 9.6% |
| Other Punctuation | 508 | 0.4% |
| Dash Punctuation | 186 | 0.2% |
| Open Punctuation | 79 | 0.1% |
| Close Punctuation | 79 | 0.1% |
| Decimal Number | 19 | < 0.1% |
| Control | 2 | < 0.1% |
| Initial Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 10758 | |
| e | 10464 | |
| n | 8336 | 9.1% |
| a | 7981 | 8.7% |
| t | 6906 | 7.5% |
| r | 6300 | 6.9% |
| o | 6107 | 6.7% |
| s | 5789 | 6.3% |
| l | 4376 | 4.8% |
| y | 3155 | 3.4% |
| Other values (37) | 21534 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2851 | |
| S | 1352 | |
| C | 1236 | 9.4% |
| A | 857 | 6.5% |
| M | 785 | 6.0% |
| T | 762 | 5.8% |
| I | 708 | 5.4% |
| N | 522 | 4.0% |
| P | 492 | 3.7% |
| B | 422 | 3.2% |
| Other values (19) | 3169 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 7 | 3 | |
| 4 | 2 | 10.5% |
| 5 | 2 | 10.5% |
| 9 | 2 | 10.5% |
| 8 | 1 | 5.3% |
| 3 | 1 | 5.3% |
| 2 | 1 | 5.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 200 | |
| . | 106 | |
| ' | 91 | |
| " | 62 | 12.2% |
| & | 35 | 6.9% |
| / | 14 | 2.8% |
Control
| Value | Count | Frequency (%) |
| | 1 | |
| | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 11198 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 186 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 79 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 79 |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 1 |
Final Punctuation
| Value | Count | Frequency (%) |
| ” | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 104862 | |
| Common | 12073 | 10.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 10758 | 10.3% |
| e | 10464 | 10.0% |
| n | 8336 | 7.9% |
| a | 7981 | 7.6% |
| t | 6906 | 6.6% |
| r | 6300 | 6.0% |
| o | 6107 | 5.8% |
| s | 5789 | 5.5% |
| l | 4376 | 4.2% |
| y | 3155 | 3.0% |
| Other values (66) | 34690 |
Common
| Value | Count | Frequency (%) |
| 11198 | ||
| , | 200 | 1.7% |
| - | 186 | 1.5% |
| . | 106 | 0.9% |
| ' | 91 | 0.8% |
| ( | 79 | 0.7% |
| ) | 79 | 0.7% |
| " | 62 | 0.5% |
| & | 35 | 0.3% |
| / | 14 | 0.1% |
| Other values (12) | 23 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116357 | |
| None | 576 | 0.5% |
| Punctuation | 2 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 11198 | 9.6% | |
| i | 10758 | 9.2% |
| e | 10464 | 9.0% |
| n | 8336 | 7.2% |
| a | 7981 | 6.9% |
| t | 6906 | 5.9% |
| r | 6300 | 5.4% |
| o | 6107 | 5.2% |
| s | 5789 | 5.0% |
| l | 4376 | 3.8% |
| Other values (60) | 38142 |
None
| Value | Count | Frequency (%) |
| é | 211 | |
| ó | 90 | |
| ä | 65 | 11.3% |
| ü | 59 | 10.2% |
| á | 43 | 7.5% |
| í | 33 | 5.7% |
| è | 11 | 1.9% |
| ñ | 9 | 1.6% |
| ç | 9 | 1.6% |
| ã | 8 | 1.4% |
| Other values (16) | 38 | 6.6% |
Punctuation
| Value | Count | Frequency (%) |
| “ | 1 | |
| ” | 1 |
Loan Amnt
Real number (ℝ)
| Distinct | 434 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13017.499 |
| Minimum | 1000 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 6500 |
| median | 12000 |
| Q3 | 17625 |
| 95-th percentile | 30000 |
| Maximum | 35000 |
| Range | 34000 |
| Interquartile range (IQR) | 11125 |
Descriptive statistics
| Standard deviation | 8155.3303 |
|---|---|
| Coefficient of variation (CV) | 0.62648978 |
| Kurtosis | 0.32585321 |
| Mean | 13017.499 |
| Median Absolute Deviation (MAD) | 5500 |
| Skewness | 0.92331288 |
| Sum | 51458175 |
| Variance | 66509413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12000 | 315 | 8.0% |
| 10000 | 259 | 6.6% |
| 15000 | 190 | 4.8% |
| 20000 | 174 | 4.4% |
| 6000 | 165 | 4.2% |
| 5000 | 153 | 3.9% |
| 35000 | 143 | 3.6% |
| 8000 | 124 | 3.1% |
| 16000 | 99 | 2.5% |
| 25000 | 97 | 2.5% |
| Other values (424) | 2234 |
| Value | Count | Frequency (%) |
| 1000 | 21 | |
| 1100 | 1 | < 0.1% |
| 1200 | 9 | |
| 1300 | 2 | 0.1% |
| 1325 | 1 | < 0.1% |
| 1400 | 3 | 0.1% |
| 1450 | 2 | 0.1% |
| 1500 | 11 | |
| 1600 | 6 | 0.2% |
| 1700 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 143 | |
| 34475 | 1 | < 0.1% |
| 34000 | 2 | 0.1% |
| 33950 | 1 | < 0.1% |
| 33600 | 2 | 0.1% |
| 33425 | 1 | < 0.1% |
| 33000 | 1 | < 0.1% |
| 32875 | 1 | < 0.1% |
| 32275 | 1 | < 0.1% |
| 32000 | 3 | 0.1% |
Funded amnt inv
Real number (ℝ)
| Distinct | 828 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12809.792 |
| Minimum | 750 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 750 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 6500 |
| median | 11775 |
| Q3 | 17000 |
| 95-th percentile | 29735 |
| Maximum | 35000 |
| Range | 34250 |
| Interquartile range (IQR) | 10500 |
Descriptive statistics
| Standard deviation | 7935.9077 |
|---|---|
| Coefficient of variation (CV) | 0.61951885 |
| Kurtosis | 0.39513707 |
| Mean | 12809.792 |
| Median Absolute Deviation (MAD) | 5275 |
| Skewness | 0.92631719 |
| Sum | 50637108 |
| Variance | 62978631 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12000 | 249 | 6.3% |
| 10000 | 222 | 5.6% |
| 6000 | 153 | 3.9% |
| 5000 | 143 | 3.6% |
| 15000 | 139 | 3.5% |
| 8000 | 113 | 2.9% |
| 7000 | 87 | 2.2% |
| 3000 | 74 | 1.9% |
| 20000 | 72 | 1.8% |
| 14000 | 64 | 1.6% |
| Other values (818) | 2637 |
| Value | Count | Frequency (%) |
| 750 | 1 | < 0.1% |
| 1000 | 20 | |
| 1100 | 1 | < 0.1% |
| 1200 | 9 | |
| 1300 | 2 | 0.1% |
| 1325 | 1 | < 0.1% |
| 1400 | 3 | 0.1% |
| 1450 | 2 | 0.1% |
| 1500 | 11 | |
| 1600 | 6 | 0.2% |
| Value | Count | Frequency (%) |
| 35000 | 37 | |
| 34997.35245 | 1 | < 0.1% |
| 34993.65539 | 1 | < 0.1% |
| 34987.98452 | 1 | < 0.1% |
| 34987.27101 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
| 34975.81636 | 1 | < 0.1% |
| 34975 | 14 | 0.4% |
| 34972.8295 | 1 | < 0.1% |
| 34972.50393 | 1 | < 0.1% |
TERM
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 39530 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 2687 | |
| 60 months | 1266 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 3953 | |
| 36 | 2687 | |
| 60 | 1266 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 7906 | ||
| 6 | 3953 | |
| m | 3953 | |
| o | 3953 | |
| n | 3953 | |
| t | 3953 | |
| h | 3953 | |
| s | 3953 | |
| 3 | 2687 | 6.8% |
| 0 | 1266 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23718 | |
| Space Separator | 7906 | 20.0% |
| Decimal Number | 7906 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 3953 | |
| o | 3953 | |
| n | 3953 | |
| t | 3953 | |
| h | 3953 | |
| s | 3953 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 3953 | |
| 3 | 2687 | |
| 0 | 1266 | 16.0% |
Space Separator
| Value | Count | Frequency (%) |
| 7906 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23718 | |
| Common | 15812 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 3953 | |
| o | 3953 | |
| n | 3953 | |
| t | 3953 | |
| h | 3953 | |
| s | 3953 |
Common
| Value | Count | Frequency (%) |
| 7906 | ||
| 6 | 3953 | |
| 3 | 2687 | 17.0% |
| 0 | 1266 | 8.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39530 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 7906 | ||
| 6 | 3953 | |
| m | 3953 | |
| o | 3953 | |
| n | 3953 | |
| t | 3953 | |
| h | 3953 | |
| s | 3953 | |
| 3 | 2687 | 6.8% |
| 0 | 1266 | 3.2% |
Int Rate
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12969087 |
| Minimum | 0.06 |
|---|---|
| Maximum | 0.241 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 0.066 |
| Q1 | 0.099 |
| median | 0.127 |
| Q3 | 0.16 |
| 95-th percentile | 0.203 |
| Maximum | 0.241 |
| Range | 0.181 |
| Interquartile range (IQR) | 0.061 |
Descriptive statistics
| Standard deviation | 0.041609315 |
|---|---|
| Coefficient of variation (CV) | 0.32083458 |
| Kurtosis | -0.69519246 |
| Mean | 0.12969087 |
| Median Absolute Deviation (MAD) | 0.033 |
| Skewness | 0.22641622 |
| Sum | 512.668 |
| Variance | 0.0017313351 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.117 | 324 | 8.2% |
| 0.127 | 259 | 6.6% |
| 0.079 | 259 | 6.6% |
| 0.124 | 254 | 6.4% |
| 0.135 | 231 | 5.8% |
| 0.143 | 226 | 5.7% |
| 0.107 | 213 | 5.4% |
| 0.099 | 211 | 5.3% |
| 0.089 | 198 | 5.0% |
| 0.06 | 160 | 4.0% |
| Other values (25) | 1618 |
| Value | Count | Frequency (%) |
| 0.06 | 160 | |
| 0.066 | 156 | |
| 0.075 | 137 | |
| 0.079 | 259 | |
| 0.089 | 198 | |
| 0.099 | 211 | |
| 0.107 | 213 | |
| 0.117 | 324 | |
| 0.124 | 254 | |
| 0.127 | 259 |
| Value | Count | Frequency (%) |
| 0.241 | 2 | 0.1% |
| 0.239 | 6 | 0.2% |
| 0.235 | 6 | 0.2% |
| 0.231 | 4 | 0.1% |
| 0.227 | 6 | 0.2% |
| 0.224 | 15 | 0.4% |
| 0.221 | 19 | |
| 0.217 | 24 | |
| 0.213 | 28 | |
| 0.209 | 39 |
INSTALLMENT
Real number (ℝ)
| Distinct | 1923 |
|---|---|
| Distinct (%) | 48.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 375.20734 |
| Minimum | 32.23 |
|---|---|
| Maximum | 1283.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 32.23 |
|---|---|
| 5-th percentile | 93.88 |
| Q1 | 205.86 |
| median | 336 |
| Q3 | 494.59 |
| 95-th percentile | 813.626 |
| Maximum | 1283.5 |
| Range | 1251.27 |
| Interquartile range (IQR) | 288.73 |
Descriptive statistics
| Standard deviation | 220.26115 |
|---|---|
| Coefficient of variation (CV) | 0.5870385 |
| Kurtosis | 0.89008542 |
| Mean | 375.20734 |
| Median Absolute Deviation (MAD) | 140.06 |
| Skewness | 0.98371682 |
| Sum | 1483194.6 |
| Variance | 48514.975 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 330.76 | 27 | 0.7% |
| 396.92 | 25 | 0.6% |
| 325.74 | 22 | 0.6% |
| 386.7 | 21 | 0.5% |
| 339.31 | 20 | 0.5% |
| 334.16 | 19 | 0.5% |
| 322.25 | 19 | 0.5% |
| 343.09 | 18 | 0.5% |
| 190.52 | 18 | 0.5% |
| 368.45 | 17 | 0.4% |
| Other values (1913) | 3747 |
| Value | Count | Frequency (%) |
| 32.23 | 1 | < 0.1% |
| 32.58 | 2 | |
| 33.08 | 2 | |
| 33.55 | 1 | < 0.1% |
| 33.94 | 3 | |
| 34.31 | 1 | < 0.1% |
| 34.5 | 3 | |
| 34.8 | 2 | |
| 35.14 | 1 | < 0.1% |
| 35.31 | 4 |
| Value | Count | Frequency (%) |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 1 | < 0.1% |
| 1269.73 | 1 | < 0.1% |
| 1243.85 | 1 | < 0.1% |
| 1222.03 | 1 | < 0.1% |
| 1203.66 | 1 | < 0.1% |
| 1200.82 | 2 | 0.1% |
| 1157.66 | 1 | < 0.1% |
| 1142.94 | 1 | < 0.1% |
| 1140.07 | 5 |
GRADE
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3953 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 1262 | |
| a | 908 | |
| c | 811 | |
| d | 510 | |
| e | 313 | 7.9% |
| f | 125 | 3.2% |
| g | 24 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3953 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3953 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3953 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Sub Grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| B3 | |
|---|---|
| B5 | 260 |
| A4 | 259 |
| B4 | 254 |
| C1 | 231 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 7906 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | C4 |
| 3rd row | C5 |
| 4th row | C1 |
| 5th row | B5 |
Common Values
| Value | Count | Frequency (%) |
| B3 | 324 | 8.2% |
| B5 | 260 | 6.6% |
| A4 | 259 | 6.6% |
| B4 | 254 | 6.4% |
| C1 | 231 | 5.8% |
| C2 | 227 | 5.7% |
| B2 | 213 | 5.4% |
| B1 | 211 | 5.3% |
| A5 | 198 | 5.0% |
| A1 | 158 | 4.0% |
| Other values (25) | 1618 |
Length
| Value | Count | Frequency (%) |
| b3 | 324 | 8.2% |
| b5 | 260 | 6.6% |
| a4 | 259 | 6.6% |
| b4 | 254 | 6.4% |
| c1 | 231 | 5.8% |
| c2 | 227 | 5.7% |
| b2 | 213 | 5.4% |
| b1 | 211 | 5.3% |
| a5 | 198 | 5.0% |
| a1 | 158 | 4.0% |
| Other values (25) | 1618 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| 2 | 832 | |
| C | 811 | |
| 4 | 806 | |
| 3 | 803 | |
| 1 | 797 | |
| 5 | 715 | |
| D | 510 | |
| E | 313 | 4.0% |
| Other values (2) | 149 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3953 | |
| Decimal Number | 3953 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 832 | |
| 4 | 806 | |
| 3 | 803 | |
| 1 | 797 | |
| 5 | 715 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3953 | |
| Common | 3953 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| C | 811 | |
| D | 510 | |
| E | 313 | 7.9% |
| F | 125 | 3.2% |
| G | 24 | 0.6% |
Common
| Value | Count | Frequency (%) |
| 2 | 832 | |
| 4 | 806 | |
| 3 | 803 | |
| 1 | 797 | |
| 5 | 715 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1262 | |
| A | 908 | |
| 2 | 832 | |
| C | 811 | |
| 4 | 806 | |
| 3 | 803 | |
| 1 | 797 | |
| 5 | 715 | |
| D | 510 | |
| E | 313 | 4.0% |
| Other values (2) | 149 | 1.9% |
Home Ownership
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.5211232 |
| Min length | 3 |
Characters and Unicode
| Total characters | 21825 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 2081 | |
| MORTGAGE | 1577 | |
| OWN | 295 | 7.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 2081 | |
| mortgage | 1577 | |
| own | 295 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 3658 | |
| E | 3658 | |
| T | 3658 | |
| G | 3154 | |
| N | 2376 | |
| O | 1872 | |
| M | 1577 | |
| A | 1577 | |
| W | 295 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 21825 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 3658 | |
| E | 3658 | |
| T | 3658 | |
| G | 3154 | |
| N | 2376 | |
| O | 1872 | |
| M | 1577 | |
| A | 1577 | |
| W | 295 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21825 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 3658 | |
| E | 3658 | |
| T | 3658 | |
| G | 3154 | |
| N | 2376 | |
| O | 1872 | |
| M | 1577 | |
| A | 1577 | |
| W | 295 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21825 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 3658 | |
| E | 3658 | |
| T | 3658 | |
| G | 3154 | |
| N | 2376 | |
| O | 1872 | |
| M | 1577 | |
| A | 1577 | |
| W | 295 | 1.4% |
Annual Inc
Real number (ℝ)
| Distinct | 813 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66175.974 |
| Minimum | 8280 |
|---|---|
| Maximum | 550000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 8280 |
|---|---|
| 5-th percentile | 25000 |
| Q1 | 40100 |
| median | 57000 |
| Q3 | 80000 |
| 95-th percentile | 135880 |
| Maximum | 550000 |
| Range | 541720 |
| Interquartile range (IQR) | 39900 |
Descriptive statistics
| Standard deviation | 40498.804 |
|---|---|
| Coefficient of variation (CV) | 0.61198653 |
| Kurtosis | 18.714261 |
| Mean | 66175.974 |
| Median Absolute Deviation (MAD) | 18000 |
| Skewness | 3.0582009 |
| Sum | 2.6159362 × 108 |
| Variance | 1.6401531 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 154 | 3.9% |
| 50000 | 149 | 3.8% |
| 40000 | 120 | 3.0% |
| 75000 | 120 | 3.0% |
| 45000 | 114 | 2.9% |
| 70000 | 96 | 2.4% |
| 80000 | 93 | 2.4% |
| 30000 | 93 | 2.4% |
| 65000 | 88 | 2.2% |
| 35000 | 82 | 2.1% |
| Other values (803) | 2844 |
| Value | Count | Frequency (%) |
| 8280 | 1 | < 0.1% |
| 8400 | 1 | < 0.1% |
| 9600 | 1 | < 0.1% |
| 9960 | 1 | < 0.1% |
| 10000 | 1 | < 0.1% |
| 11000 | 1 | < 0.1% |
| 11340 | 1 | < 0.1% |
| 11820 | 1 | < 0.1% |
| 12000 | 8 | |
| 12252 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 550000 | 1 | < 0.1% |
| 525000 | 1 | < 0.1% |
| 408000 | 1 | < 0.1% |
| 400000 | 2 | 0.1% |
| 365000 | 1 | < 0.1% |
| 350000 | 1 | < 0.1% |
| 325000 | 1 | < 0.1% |
| 300000 | 5 | |
| 290000 | 1 | < 0.1% |
| 281000 | 1 | < 0.1% |
Verification Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| Verified | |
|---|---|
| Not Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.370858 |
| Min length | 8 |
Characters and Unicode
| Total characters | 44949 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Verified | 1515 | |
| Not Verified | 1247 | |
| Source Verified | 1191 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 3953 | |
| not | 1247 | 19.5% |
| source | 1191 | 18.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9097 | |
| i | 7906 | |
| r | 5144 | |
| V | 3953 | |
| f | 3953 | |
| d | 3953 | |
| o | 2438 | 5.4% |
| 2438 | 5.4% | |
| N | 1247 | 2.8% |
| t | 1247 | 2.8% |
| Other values (3) | 3573 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36120 | |
| Uppercase Letter | 6391 | 14.2% |
| Space Separator | 2438 | 5.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9097 | |
| i | 7906 | |
| r | 5144 | |
| f | 3953 | |
| d | 3953 | |
| o | 2438 | 6.7% |
| t | 1247 | 3.5% |
| u | 1191 | 3.3% |
| c | 1191 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 3953 | |
| N | 1247 | 19.5% |
| S | 1191 | 18.6% |
Space Separator
| Value | Count | Frequency (%) |
| 2438 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42511 | |
| Common | 2438 | 5.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9097 | |
| i | 7906 | |
| r | 5144 | |
| V | 3953 | |
| f | 3953 | |
| d | 3953 | |
| o | 2438 | 5.7% |
| N | 1247 | 2.9% |
| t | 1247 | 2.9% |
| S | 1191 | 2.8% |
| Other values (2) | 2382 | 5.6% |
Common
| Value | Count | Frequency (%) |
| 2438 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44949 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9097 | |
| i | 7906 | |
| r | 5144 | |
| V | 3953 | |
| f | 3953 | |
| d | 3953 | |
| o | 2438 | 5.4% |
| 2438 | 5.4% | |
| N | 1247 | 2.8% |
| t | 1247 | 2.8% |
| Other values (3) | 3573 | 7.9% |
Loan Writeoff
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3953 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3953 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3953 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3953 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3275 | |
| 1 | 678 | 17.2% |
PURPOSE
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | 196 |
| small_business | 145 |
| Other values (8) |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.283076 |
| Min length | 3 |
Characters and Unicode
| Total characters | 56461 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 2102 | |
| credit_card | 792 | 20.0% |
| other | 297 | 7.5% |
| home_improvement | 196 | 5.0% |
| small_business | 145 | 3.7% |
| major_purchase | 100 | 2.5% |
| car | 90 | 2.3% |
| wedding | 63 | 1.6% |
| medical | 52 | 1.3% |
| moving | 39 | 1.0% |
| Other values (3) | 77 | 1.9% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 2102 | |
| credit_card | 792 | 20.0% |
| other | 297 | 7.5% |
| home_improvement | 196 | 5.0% |
| small_business | 145 | 3.7% |
| major_purchase | 100 | 2.5% |
| car | 90 | 2.3% |
| wedding | 63 | 1.6% |
| medical | 52 | 1.3% |
| moving | 39 | 1.0% |
| Other values (3) | 77 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 7205 | |
| d | 5966 | |
| i | 5525 | |
| t | 5523 | |
| n | 4693 | |
| e | 4206 | |
| c | 3962 | |
| a | 3455 | 6.1% |
| _ | 3341 | 5.9% |
| s | 2819 | 5.0% |
| Other values (12) | 9766 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 53120 | |
| Connector Punctuation | 3341 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 7205 | |
| d | 5966 | |
| i | 5525 | |
| t | 5523 | |
| n | 4693 | |
| e | 4206 | |
| c | 3962 | |
| a | 3455 | |
| s | 2819 | 5.3% |
| l | 2450 | 4.6% |
| Other values (11) | 7316 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3341 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53120 | |
| Common | 3341 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 7205 | |
| d | 5966 | |
| i | 5525 | |
| t | 5523 | |
| n | 4693 | |
| e | 4206 | |
| c | 3962 | |
| a | 3455 | |
| s | 2819 | 5.3% |
| l | 2450 | 4.6% |
| Other values (11) | 7316 |
Common
| Value | Count | Frequency (%) |
| _ | 3341 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 56461 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 7205 | |
| d | 5966 | |
| i | 5525 | |
| t | 5523 | |
| n | 4693 | |
| e | 4206 | |
| c | 3962 | |
| a | 3455 | 6.1% |
| _ | 3341 | 5.9% |
| s | 2819 | 5.0% |
| Other values (12) | 9766 |
Zip Code
Categorical
| Distinct | 615 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| 606xx | 55 |
|---|---|
| 900xx | 55 |
| 100xx | 54 |
| 112xx | 50 |
| 945xx | 49 |
| Other values (610) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 19765 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 148 ? |
|---|---|
| Unique (%) | 3.7% |
Sample
| 1st row | 860xx |
|---|---|
| 2nd row | 309xx |
| 3rd row | 606xx |
| 4th row | 917xx |
| 5th row | 972xx |
Common Values
| Value | Count | Frequency (%) |
| 606xx | 55 | 1.4% |
| 900xx | 55 | 1.4% |
| 100xx | 54 | 1.4% |
| 112xx | 50 | 1.3% |
| 945xx | 49 | 1.2% |
| 070xx | 45 | 1.1% |
| 331xx | 44 | 1.1% |
| 750xx | 41 | 1.0% |
| 300xx | 41 | 1.0% |
| 113xx | 40 | 1.0% |
| Other values (605) | 3479 |
Length
| Value | Count | Frequency (%) |
| 606xx | 55 | 1.4% |
| 900xx | 55 | 1.4% |
| 100xx | 54 | 1.4% |
| 112xx | 50 | 1.3% |
| 945xx | 49 | 1.2% |
| 070xx | 45 | 1.1% |
| 331xx | 44 | 1.1% |
| 750xx | 41 | 1.0% |
| 300xx | 41 | 1.0% |
| 113xx | 40 | 1.0% |
| Other values (605) | 3479 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 7906 | |
| 0 | 1903 | 9.6% |
| 1 | 1535 | 7.8% |
| 9 | 1309 | 6.6% |
| 2 | 1309 | 6.6% |
| 3 | 1269 | 6.4% |
| 7 | 1023 | 5.2% |
| 5 | 924 | 4.7% |
| 4 | 914 | 4.6% |
| 8 | 855 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11859 | |
| Lowercase Letter | 7906 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1903 | |
| 1 | 1535 | |
| 9 | 1309 | |
| 2 | 1309 | |
| 3 | 1269 | |
| 7 | 1023 | |
| 5 | 924 | |
| 4 | 914 | |
| 8 | 855 | |
| 6 | 818 |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 7906 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11859 | |
| Latin | 7906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1903 | |
| 1 | 1535 | |
| 9 | 1309 | |
| 2 | 1309 | |
| 3 | 1269 | |
| 7 | 1023 | |
| 5 | 924 | |
| 4 | 914 | |
| 8 | 855 | |
| 6 | 818 |
Latin
| Value | Count | Frequency (%) |
| x | 7906 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19765 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 7906 | |
| 0 | 1903 | 9.6% |
| 1 | 1535 | 7.8% |
| 9 | 1309 | 6.6% |
| 2 | 1309 | 6.6% |
| 3 | 1269 | 6.4% |
| 7 | 1023 | 5.2% |
| 5 | 924 | 4.7% |
| 4 | 914 | 4.6% |
| 8 | 855 | 4.3% |
Add State
Categorical
| Distinct | 43 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 181 |
| Other values (38) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 7906 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | GA |
| 3rd row | IL |
| 4th row | CA |
| 5th row | OR |
Common Values
| Value | Count | Frequency (%) |
| CA | 729 | |
| NY | 372 | 9.4% |
| FL | 304 | 7.7% |
| TX | 273 | 6.9% |
| NJ | 181 | 4.6% |
| IL | 155 | 3.9% |
| GA | 146 | 3.7% |
| PA | 136 | 3.4% |
| VA | 130 | 3.3% |
| OH | 124 | 3.1% |
| Other values (33) | 1403 |
Length
| Value | Count | Frequency (%) |
| ca | 729 | |
| ny | 372 | 9.4% |
| fl | 304 | 7.7% |
| tx | 273 | 6.9% |
| nj | 181 | 4.6% |
| il | 155 | 3.9% |
| ga | 146 | 3.7% |
| pa | 136 | 3.4% |
| va | 130 | 3.3% |
| oh | 124 | 3.1% |
| Other values (33) | 1403 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1557 | |
| C | 1032 | |
| N | 803 | |
| L | 537 | 6.8% |
| M | 413 | 5.2% |
| Y | 407 | 5.1% |
| T | 394 | 5.0% |
| O | 353 | 4.5% |
| I | 309 | 3.9% |
| F | 304 | 3.8% |
| Other values (14) | 1797 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7906 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1557 | |
| C | 1032 | |
| N | 803 | |
| L | 537 | 6.8% |
| M | 413 | 5.2% |
| Y | 407 | 5.1% |
| T | 394 | 5.0% |
| O | 353 | 4.5% |
| I | 309 | 3.9% |
| F | 304 | 3.8% |
| Other values (14) | 1797 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7906 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1557 | |
| C | 1032 | |
| N | 803 | |
| L | 537 | 6.8% |
| M | 413 | 5.2% |
| Y | 407 | 5.1% |
| T | 394 | 5.0% |
| O | 353 | 4.5% |
| I | 309 | 3.9% |
| F | 304 | 3.8% |
| Other values (14) | 1797 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1557 | |
| C | 1032 | |
| N | 803 | |
| L | 537 | 6.8% |
| M | 413 | 5.2% |
| Y | 407 | 5.1% |
| T | 394 | 5.0% |
| O | 353 | 4.5% |
| I | 309 | 3.9% |
| F | 304 | 3.8% |
| Other values (14) | 1797 |
DTI
Real number (ℝ)
| Distinct | 1961 |
|---|---|
| Distinct (%) | 49.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.428287 |
| Minimum | 0 |
|---|---|
| Maximum | 29.85 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.932 |
| Q1 | 9.58 |
| median | 14.45 |
| Q3 | 19.47 |
| 95-th percentile | 24.214 |
| Maximum | 29.85 |
| Range | 29.85 |
| Interquartile range (IQR) | 9.89 |
Descriptive statistics
| Standard deviation | 6.3784458 |
|---|---|
| Coefficient of variation (CV) | 0.4420792 |
| Kurtosis | -0.77034208 |
| Mean | 14.428287 |
| Median Absolute Deviation (MAD) | 4.94 |
| Skewness | -0.049035658 |
| Sum | 57035.02 |
| Variance | 40.68457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.8 | 9 | 0.2% |
| 18.63 | 8 | 0.2% |
| 20.88 | 8 | 0.2% |
| 17.67 | 7 | 0.2% |
| 16.4 | 7 | 0.2% |
| 12.48 | 7 | 0.2% |
| 9.65 | 7 | 0.2% |
| 18.84 | 7 | 0.2% |
| 19.63 | 7 | 0.2% |
| 16.2 | 7 | 0.2% |
| Other values (1951) | 3879 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.02 | 2 | |
| 0.07 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.32 | 2 | |
| 0.34 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.85 | 1 | |
| 29.83 | 1 | |
| 29.73 | 1 | |
| 29.72 | 1 | |
| 29.63 | 1 | |
| 29.44 | 2 | |
| 29.36 | 1 | |
| 29.35 | 1 | |
| 29.29 | 1 | |
| 29.26 | 1 |
Delinq 2Yrs
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10852517 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3628 |
| Zeros (%) | 91.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.40879832 |
|---|---|
| Coefficient of variation (CV) | 3.7668526 |
| Kurtosis | 32.998701 |
| Mean | 0.10852517 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9542972 |
| Sum | 429 |
| Variance | 0.16711607 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 246 | 6.2% |
| 2 | 61 | 1.5% |
| 3 | 13 | 0.3% |
| 4 | 4 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 246 | 6.2% |
| 2 | 61 | 1.5% |
| 3 | 13 | 0.3% |
| 4 | 4 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 4 | 4 | 0.1% |
| 3 | 13 | 0.3% |
| 2 | 61 | 1.5% |
| 1 | 246 | 6.2% |
| 0 | 3628 |
Inq Last 6Mths
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.85555274 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1822 |
| Zeros (%) | 46.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.99702501 |
|---|---|
| Coefficient of variation (CV) | 1.1653577 |
| Kurtosis | 2.1636893 |
| Mean | 0.85555274 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2652602 |
| Sum | 3382 |
| Variance | 0.99405886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1822 | |
| 1 | 1245 | |
| 2 | 584 | 14.8% |
| 3 | 265 | 6.7% |
| 4 | 21 | 0.5% |
| 5 | 10 | 0.3% |
| 6 | 3 | 0.1% |
| 7 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1822 | |
| 1 | 1245 | |
| 2 | 584 | 14.8% |
| 3 | 265 | 6.7% |
| 4 | 21 | 0.5% |
| 5 | 10 | 0.3% |
| 6 | 3 | 0.1% |
| 7 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 2 | 0.1% |
| 6 | 3 | 0.1% |
| 5 | 10 | 0.3% |
| 4 | 21 | 0.5% |
| 3 | 265 | 6.7% |
| 2 | 584 | 14.8% |
| 1 | 1245 | |
| 0 | 1822 |
Pub Rec
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.0 KiB |
| 0 | |
|---|---|
| 1 | 120 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3953 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3953 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3953 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3953 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3831 | |
| 1 | 120 | 3.0% |
| 2 | 2 | 0.1% |
Revol Bal
Real number (ℝ)
| Distinct | 3672 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14367.448 |
| Minimum | 0 |
|---|---|
| Maximum | 140967 |
| Zeros | 42 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1240.4 |
| Q1 | 6352 |
| median | 11449 |
| Q3 | 18151 |
| 95-th percentile | 35148.4 |
| Maximum | 140967 |
| Range | 140967 |
| Interquartile range (IQR) | 11799 |
Descriptive statistics
| Standard deviation | 13468.635 |
|---|---|
| Coefficient of variation (CV) | 0.93744101 |
| Kurtosis | 18.01765 |
| Mean | 14367.448 |
| Median Absolute Deviation (MAD) | 5657 |
| Skewness | 3.3220358 |
| Sum | 56794520 |
| Variance | 1.8140412 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42 | 1.1% |
| 6565 | 3 | 0.1% |
| 18467 | 3 | 0.1% |
| 10078 | 3 | 0.1% |
| 10980 | 3 | 0.1% |
| 11338 | 3 | 0.1% |
| 8032 | 3 | 0.1% |
| 15183 | 3 | 0.1% |
| 13034 | 3 | 0.1% |
| 6314 | 3 | 0.1% |
| Other values (3662) | 3884 |
| Value | Count | Frequency (%) |
| 0 | 42 | |
| 3 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 41 | 2 | 0.1% |
| 50 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 140967 | 1 | |
| 131949 | 1 | |
| 130920 | 1 | |
| 124744 | 1 | |
| 123416 | 1 | |
| 120504 | 1 | |
| 112522 | 1 | |
| 110856 | 1 | |
| 108339 | 1 | |
| 106406 | 1 |
Total Paymnt
Real number (ℝ)
| Distinct | 3710 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14435.064 |
| Minimum | 0 |
|---|---|
| Maximum | 58886.473 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2401.064 |
| Q1 | 6614.7872 |
| median | 11907.35 |
| Q3 | 19190.68 |
| 95-th percentile | 35788.924 |
| Maximum | 58886.473 |
| Range | 58886.473 |
| Interquartile range (IQR) | 12575.893 |
Descriptive statistics
| Standard deviation | 10492.53 |
|---|---|
| Coefficient of variation (CV) | 0.72687798 |
| Kurtosis | 1.5938309 |
| Mean | 14435.064 |
| Median Absolute Deviation (MAD) | 5937.1769 |
| Skewness | 1.261679 |
| Sum | 57061809 |
| Variance | 1.1009319 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14288.76169 | 8 | 0.2% |
| 11907.34732 | 7 | 0.2% |
| 12029.45 | 7 | 0.2% |
| 13148.13786 | 7 | 0.2% |
| 11600.98 | 6 | 0.2% |
| 14288.77 | 5 | 0.1% |
| 13263.96 | 5 | 0.1% |
| 11726.32 | 5 | 0.1% |
| 9011.557494 | 5 | 0.1% |
| 10956.77596 | 5 | 0.1% |
| Other values (3700) | 3893 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 91.39 | 1 | |
| 151.8 | 1 | |
| 165.37 | 1 | |
| 203.55 | 1 | |
| 258.46 | 1 | |
| 262.7 | 1 | |
| 309.36 | 1 | |
| 328.01 | 1 | |
| 331.83 | 1 |
| Value | Count | Frequency (%) |
| 58886.47343 | 1 | |
| 58133.3199 | 1 | |
| 58090.95207 | 1 | |
| 58071.19982 | 1 | |
| 58071.19977 | 1 | |
| 57997.27995 | 1 | |
| 57143.25996 | 1 | |
| 57117.89995 | 1 | |
| 56681.8859 | 1 | |
| 56681.88585 | 1 |
| Loan Amnt | Funded amnt inv | Int Rate | INSTALLMENT | Annual Inc | DTI | Delinq 2Yrs | Inq Last 6Mths | Revol Bal | Total Paymnt | Gender | TERM | GRADE | Sub Grade | Home Ownership | Verification Status | Loan Writeoff | PURPOSE | Add State | Pub Rec | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Loan Amnt | 1.000 | 0.995 | 0.311 | 0.960 | 0.439 | 0.045 | -0.039 | -0.001 | 0.435 | 0.875 | 0.000 | 0.517 | 0.171 | 0.166 | 0.135 | 0.365 | 0.083 | 0.120 | 0.035 | 0.065 |
| Funded amnt inv | 0.995 | 1.000 | 0.302 | 0.969 | 0.437 | 0.044 | -0.041 | 0.004 | 0.433 | 0.878 | 0.000 | 0.493 | 0.165 | 0.160 | 0.131 | 0.355 | 0.086 | 0.120 | 0.033 | 0.070 |
| Int Rate | 0.311 | 0.302 | 1.000 | 0.274 | 0.114 | 0.114 | 0.130 | 0.214 | 0.180 | 0.257 | 0.025 | 0.585 | 0.902 | 0.996 | 0.082 | 0.185 | 0.227 | 0.052 | 0.024 | 0.055 |
| INSTALLMENT | 0.960 | 0.969 | 0.274 | 1.000 | 0.439 | 0.037 | -0.030 | 0.013 | 0.432 | 0.849 | 0.000 | 0.310 | 0.176 | 0.172 | 0.106 | 0.321 | 0.071 | 0.111 | 0.008 | 0.068 |
| Annual Inc | 0.439 | 0.437 | 0.114 | 0.439 | 1.000 | -0.180 | 0.066 | 0.024 | 0.394 | 0.409 | 0.000 | 0.132 | 0.070 | 0.077 | 0.197 | 0.151 | 0.053 | 0.071 | 0.000 | 0.000 |
| DTI | 0.045 | 0.044 | 0.114 | 0.037 | -0.180 | 1.000 | -0.052 | 0.039 | 0.289 | 0.032 | 0.000 | 0.070 | 0.074 | 0.081 | 0.051 | 0.130 | 0.072 | 0.086 | 0.010 | 0.021 |
| Delinq 2Yrs | -0.039 | -0.041 | 0.130 | -0.030 | 0.066 | -0.052 | 1.000 | -0.024 | -0.102 | -0.035 | 0.037 | 0.025 | 0.069 | 0.102 | 0.022 | 0.028 | 0.042 | 0.036 | 0.023 | 0.000 |
| Inq Last 6Mths | -0.001 | 0.004 | 0.214 | 0.013 | 0.024 | 0.039 | -0.024 | 1.000 | 0.002 | -0.017 | 0.000 | 0.060 | 0.115 | 0.126 | 0.061 | 0.000 | 0.066 | 0.066 | 0.088 | 0.000 |
| Revol Bal | 0.435 | 0.433 | 0.180 | 0.432 | 0.394 | 0.289 | -0.102 | 0.002 | 1.000 | 0.399 | 0.038 | 0.178 | 0.062 | 0.057 | 0.149 | 0.170 | 0.013 | 0.053 | 0.000 | 0.054 |
| Total Paymnt | 0.875 | 0.878 | 0.257 | 0.849 | 0.409 | 0.032 | -0.035 | -0.017 | 0.399 | 1.000 | 0.042 | 0.447 | 0.173 | 0.185 | 0.113 | 0.324 | 0.287 | 0.102 | 0.030 | 0.112 |
| Gender | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.038 | 0.042 | 1.000 | 0.000 | 0.008 | 0.000 | 0.012 | 0.017 | 0.000 | 0.000 | 0.035 | 0.000 |
| TERM | 0.517 | 0.493 | 0.585 | 0.310 | 0.132 | 0.070 | 0.025 | 0.060 | 0.178 | 0.447 | 0.000 | 1.000 | 0.561 | 0.598 | 0.120 | 0.315 | 0.188 | 0.168 | 0.072 | 0.000 |
| GRADE | 0.171 | 0.165 | 0.902 | 0.176 | 0.070 | 0.074 | 0.069 | 0.115 | 0.062 | 0.173 | 0.008 | 0.561 | 1.000 | 0.996 | 0.074 | 0.181 | 0.221 | 0.051 | 0.015 | 0.053 |
| Sub Grade | 0.166 | 0.160 | 0.996 | 0.172 | 0.077 | 0.081 | 0.102 | 0.126 | 0.057 | 0.185 | 0.000 | 0.598 | 0.996 | 1.000 | 0.094 | 0.187 | 0.239 | 0.042 | 0.000 | 0.070 |
| Home Ownership | 0.135 | 0.131 | 0.082 | 0.106 | 0.197 | 0.051 | 0.022 | 0.061 | 0.149 | 0.113 | 0.012 | 0.120 | 0.074 | 0.094 | 1.000 | 0.089 | 0.041 | 0.157 | 0.195 | 0.000 |
| Verification Status | 0.365 | 0.355 | 0.185 | 0.321 | 0.151 | 0.130 | 0.028 | 0.000 | 0.170 | 0.324 | 0.017 | 0.315 | 0.181 | 0.187 | 0.089 | 1.000 | 0.034 | 0.112 | 0.052 | 0.000 |
| Loan Writeoff | 0.083 | 0.086 | 0.227 | 0.071 | 0.053 | 0.072 | 0.042 | 0.066 | 0.013 | 0.287 | 0.000 | 0.188 | 0.221 | 0.239 | 0.041 | 0.034 | 1.000 | 0.081 | 0.000 | 0.013 |
| PURPOSE | 0.120 | 0.120 | 0.052 | 0.111 | 0.071 | 0.086 | 0.036 | 0.066 | 0.053 | 0.102 | 0.000 | 0.168 | 0.051 | 0.042 | 0.157 | 0.112 | 0.081 | 1.000 | 0.014 | 0.027 |
| Add State | 0.035 | 0.033 | 0.024 | 0.008 | 0.000 | 0.010 | 0.023 | 0.088 | 0.000 | 0.030 | 0.035 | 0.072 | 0.015 | 0.000 | 0.195 | 0.052 | 0.000 | 0.014 | 1.000 | 0.072 |
| Pub Rec | 0.065 | 0.070 | 0.055 | 0.068 | 0.000 | 0.021 | 0.000 | 0.000 | 0.054 | 0.112 | 0.000 | 0.000 | 0.053 | 0.070 | 0.000 | 0.000 | 0.013 | 0.027 | 0.072 | 1.000 |
| Name | Email ID | Gender | Dt_Applied | University | Loan Amnt | Funded amnt inv | TERM | Int Rate | INSTALLMENT | GRADE | Sub Grade | Home Ownership | Annual Inc | Verification Status | Loan Writeoff | PURPOSE | Zip Code | Add State | DTI | Delinq 2Yrs | Inq Last 6Mths | Pub Rec | Revol Bal | Total Paymnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Calley Giron | cgiron0@ehow.com | Female | 01/01/81 | Warner Southern College | 5000 | 4975.0 | 36 months | 0.107 | 162.87 | B | B2 | RENT | 24000.0 | Verified | 0 | credit_card | 860xx | AZ | 27.65 | 0 | 1 | 0 | 13648 | 5863.155187 |
| 1 | Linus Stud | lstud1@washington.edu | Male | 02/01/81 | Shri Lal Bahadur Shastri Rashtriya Sanskrit Vidyapeetha | 2500 | 2500.0 | 60 months | 0.153 | 59.83 | C | C4 | RENT | 30000.0 | Source Verified | 1 | car | 309xx | GA | 1.00 | 0 | 5 | 0 | 1687 | 1014.530000 |
| 2 | Lorelle Ambage | lambage2@wix.com | Female | 03/01/81 | Technische Universität Bergakademie Freiberg | 2400 | 2400.0 | 36 months | 0.160 | 84.33 | C | C5 | RENT | 12252.0 | Not Verified | 0 | small_business | 606xx | IL | 8.72 | 0 | 2 | 0 | 2956 | 3005.666844 |
| 3 | Anna-diane Larrat | alarrat3@economist.com | Female | 04/01/81 | Divine Word College of Legazpi | 10000 | 10000.0 | 36 months | 0.135 | 339.31 | C | C1 | RENT | 49200.0 | Source Verified | 0 | other | 917xx | CA | 20.00 | 0 | 1 | 0 | 5598 | 12231.890000 |
| 4 | Gill Ruske | NaN | Female | 05/01/81 | East China Jiao Tong University | 3000 | 3000.0 | 60 months | 0.127 | 67.79 | B | B5 | RENT | 80000.0 | Source Verified | 0 | other | 972xx | OR | 17.94 | 0 | 0 | 0 | 27783 | 4066.908161 |
| 5 | Evelyn MacFaul | emacfaul5@theatlantic.com | Female | 06/01/81 | Ahmedabad University | 5000 | 5000.0 | 36 months | 0.079 | 156.46 | A | A4 | RENT | 36000.0 | Source Verified | 0 | wedding | 852xx | AZ | 11.20 | 0 | 3 | 0 | 7963 | 5632.210000 |
| 6 | Ainslie Rainard | arainard6@virginia.edu | Female | 07/01/81 | NaN | 7000 | 7000.0 | 60 months | 0.160 | 170.08 | C | C5 | RENT | 47004.0 | Not Verified | 0 | debt_consolidation | 280xx | NC | 23.51 | 0 | 1 | 0 | 17726 | 10137.840010 |
| 7 | Emmott Hamby | ehamby7@prnewswire.com | Male | 08/01/81 | Institute of Business Management | 3000 | 3000.0 | 36 months | 0.186 | 109.43 | E | E1 | RENT | 48000.0 | Source Verified | 0 | car | 900xx | CA | 5.35 | 0 | 2 | 0 | 8221 | 3939.135294 |
| 8 | Shem Toomer | stoomer8@home.pl | Male | 09/01/81 | Osaka University of Education | 5600 | 5600.0 | 60 months | 0.213 | 152.39 | F | F2 | OWN | 40000.0 | Source Verified | 1 | small_business | 958xx | CA | 5.55 | 0 | 2 | 0 | 5210 | 647.500000 |
| 9 | Giana Aberhart | gaberhart9@mozilla.com | Female | 10/01/81 | American Public University | 5375 | 5350.0 | 60 months | 0.127 | 121.45 | B | B5 | RENT | 15000.0 | Verified | 1 | other | 774xx | TX | 18.08 | 0 | 0 | 0 | 9279 | 1484.590000 |
| Name | Email ID | Gender | Dt_Applied | University | Loan Amnt | Funded amnt inv | TERM | Int Rate | INSTALLMENT | GRADE | Sub Grade | Home Ownership | Annual Inc | Verification Status | Loan Writeoff | PURPOSE | Zip Code | Add State | DTI | Delinq 2Yrs | Inq Last 6Mths | Pub Rec | Revol Bal | Total Paymnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3943 | Merla Thebe | mthebeq7@cocolog-nifty.com | Female | 21/10/91 | North Eastern Hill University | 6000 | 6000.0 | 36 months | 0.163 | 211.81 | D | D1 | RENT | 39564.0 | Verified | 1 | debt_consolidation | 606xx | IL | 23.78 | 2 | 1 | 0 | 2028 | 3388.960000 |
| 3944 | Marcellina Dinneges | mdinnegesq8@infoseek.co.jp | Female | 22/10/91 | Universidade Católica de Santos | 2400 | 2400.0 | 36 months | 0.117 | 79.39 | B | B3 | RENT | 39800.0 | Not Verified | 0 | other | 303xx | GA | 14.32 | 0 | 0 | 0 | 15497 | 2836.660516 |
| 3945 | Way Symonds | wsymondsq9@mlb.com | Male | 23/10/91 | American International University West Africa | 25000 | 25000.0 | 60 months | 0.183 | 638.25 | D | D5 | MORTGAGE | 156000.0 | Source Verified | 0 | house | 944xx | CA | 5.85 | 0 | 0 | 0 | 10709 | 37936.750000 |
| 3946 | Ailene Matejka | NaN | Female | 24/10/91 | Kaya University | 20000 | 20000.0 | 36 months | 0.117 | 661.52 | B | B3 | RENT | 80700.0 | Verified | 0 | debt_consolidation | 946xx | CA | 13.67 | 0 | 1 | 0 | 7211 | 23406.523000 |
| 3947 | Samuel Overel | NaN | Male | 25/10/91 | Northwestern University | 12000 | 12000.0 | 60 months | 0.183 | 306.36 | D | D5 | MORTGAGE | 34000.0 | Not Verified | 1 | debt_consolidation | 177xx | PA | 12.56 | 0 | 0 | 0 | 6114 | 9667.950000 |
| 3948 | Corbie Creeboe | ccreeboeqc@sitemeter.com | Male | 26/10/91 | Shaheed Rajaei Teacher Training University | 12000 | 12000.0 | 36 months | 0.135 | 407.17 | C | C1 | RENT | 125000.0 | Source Verified | 0 | wedding | 086xx | NJ | 13.18 | 0 | 1 | 0 | 46286 | 14657.917650 |
| 3949 | Bobbe Ochterlonie | bochterlonieqd@ezinearticles.com | Female | 27/10/91 | Dhofar University | 15000 | 15000.0 | 36 months | 0.124 | 501.23 | B | B4 | RENT | 72000.0 | Verified | 0 | debt_consolidation | 104xx | NY | 7.47 | 0 | 1 | 0 | 12147 | 16729.253640 |
| 3950 | Corella Esposito | cespositoqe@macromedia.com | Female | 28/10/91 | University of Jan Evangelista Purkyne | 12000 | 12000.0 | 36 months | 0.060 | 365.23 | A | A1 | OWN | 48000.0 | Not Verified | 0 | debt_consolidation | 365xx | AL | 23.35 | 0 | 0 | 0 | 22385 | 13148.137860 |
| 3951 | Prince Dibdin | pdibdinqf@businessinsider.com | Male | 29/10/91 | College in Sládkovičovo | 15000 | 15000.0 | 60 months | 0.160 | 364.46 | C | C5 | RENT | 50000.0 | Verified | 1 | debt_consolidation | 907xx | CA | 18.26 | 0 | 1 | 0 | 9799 | 10883.540000 |
| 3952 | Georgette Warratt | gwarrattqg@java.com | Female | 30/10/91 | Technical University of Lublin | 15000 | 14975.0 | 60 months | 0.153 | 358.98 | C | C4 | MORTGAGE | 32976.0 | Not Verified | 1 | debt_consolidation | 177xx | PA | 17.90 | 0 | 1 | 0 | 7956 | 11704.260000 |